Artículos relacionados a Machine Learning Design Patterns: Solutions to Common...
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps - Tapa blanda
Sinopsis
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly
"Sinopsis" puede pertenecer a otra edición de este libro.
Acerca del autor
Valliappa (Lak) Lakshmanan is Global Head for Data Analytics and AI Solutions on Google Cloud. His team builds software solutions for business problems using Google Cloud's data analytics and machine learning products. He founded Google's Advanced Solutions Lab ML Immersion program. Before Google, Lak was a Director of Data Science at Climate Corporation and a Research Scientist at NOAA
"Sobre este título" puede pertenecer a otra edición de este libro.
Comprar nuevo
Ver este artículo
EUR 42,86
EUR 4,28 gastos de envío desde Reino Unido a España
Destinos, gastos y plazos de envío
Resultados de la búsqueda para Machine Learning Design Patterns: Solutions to Common...
Imagen de archivo
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps
Publicado por
O'Reilly Media, 2020
ISBN 10: 1098115783
ISBN 13: 9781098115784
Antiguo o usado
Paperback
Librería: WorldofBooks, Goring-By-Sea, WS, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Paperback. Condición: Very Good. The book has been read, but is in excellent condition. Pages are intact and not marred by notes or highlighting. The spine remains undamaged. Nº de ref. del artículo: GOR012908348
Cantidad disponible: 1 disponibles
Imagen de archivo
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps
Publicado por
O'Reilly Media, 2020
ISBN 10: 1098115783
ISBN 13: 9781098115784
Antiguo o usado
paperback
Librería: Studibuch, Stuttgart, Alemania
Calificación del vendedor: 5 de 5 estrellas
paperback. Condición: Gut. 390 Seiten; 9781098115784.3 Gewicht in Gramm: 1. Nº de ref. del artículo: 921460
Cantidad disponible: 1 disponibles
Imagen de archivo
Machine Learning Design Patter
Publicado por
O'Reilly Media, 2020
ISBN 10: 1098115783
ISBN 13: 9781098115784
Antiguo o usado
Tapa blanda
Librería: SecondSale, Montgomery, IL, Estados Unidos de America
Calificación del vendedor: 4 de 5 estrellas
Condición: Good. Item in good condition. Textbooks may not include supplemental items i.e. CDs, access codes etc. Nº de ref. del artículo: 00075956260
Cantidad disponible: 12 disponibles
Imagen de archivo
Machine Learning Design Patter
Publicado por
O'Reilly Media, 2020
ISBN 10: 1098115783
ISBN 13: 9781098115784
Antiguo o usado
Tapa blanda
Librería: SecondSale, Montgomery, IL, Estados Unidos de America
Calificación del vendedor: 4 de 5 estrellas
Condición: Very Good. Item in very good condition! Textbooks may not include supplemental items i.e. CDs, access codes etc. Nº de ref. del artículo: 00075607279
Cantidad disponible: 10 disponibles
Imagen de archivo
Machine Learning Design Patterns
Librería: PBShop.store UK, Fairford, GLOS, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
PAP. Condición: New. New Book. Shipped from UK. Established seller since 2000. Nº de ref. del artículo: WO-9781098115784
Cantidad disponible: 15 disponibles
Imagen de archivo
Machine Learning Design Patterns
Librería: PBShop.store US, Wood Dale, IL, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
PAP. Condición: New. New Book. Shipped from UK. Established seller since 2000. Nº de ref. del artículo: WO-9781098115784
Cantidad disponible: 15 disponibles
Imagen de archivo
MACHINE LEARNING DESIGN PATTERNS
Librería: Speedyhen, London, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Condición: NEW. Nº de ref. del artículo: NW9781098115784
Cantidad disponible: 4 disponibles
Imagen del vendedor
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and Mlops (Paperback or Softback)
Publicado por
O'Reilly Media 11/3/2020, 2020
ISBN 10: 1098115783
ISBN 13: 9781098115784
Nuevo
Paperback or Softback
Librería: BargainBookStores, Grand Rapids, MI, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Paperback or Softback. Condición: New. Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and Mlops 1.43. Book. Nº de ref. del artículo: BBS-9781098115784
Cantidad disponible: 5 disponibles
Imagen de archivo
Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation, Model Building, and MLOps
Librería: Ria Christie Collections, Uxbridge, Reino Unido
Calificación del vendedor: 5 de 5 estrellas
Condición: New. In. Nº de ref. del artículo: ria9781098115784_new
Cantidad disponible: Más de 20 disponibles
Imagen del vendedor
Machine Learning Design Patterns
Librería: Rarewaves USA, OSWEGO, IL, Estados Unidos de America
Calificación del vendedor: 5 de 5 estrellas
Paperback. Condición: New. The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation.You'll learn how to:Identify and mitigate common challenges when training, evaluating, and deploying ML modelsRepresent data for different ML model types, including embeddings, feature crosses, and moreChoose the right model type for specific problemsBuild a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuningDeploy scalable ML systems that you can retrain and update to reflect new dataInterpret model predictions for stakeholders and ensure models are treating users fairly. Nº de ref. del artículo: LU-9781098115784
Cantidad disponible: Más de 20 disponibles